What is Continuous Batching?
Continuous batching is a technique that feeds requests into the engine without making them wait.
Definition and Word Origin
New requests enter before the classic batch finishes. Hardware doesn't stay idle, responses return faster. It is the engine room of chatbots and high-load services.
How to Know and Use in Daily Life?
Chat: Instant response line.
API: High-load edges.
Cloudy: Costly GPU queue.
Technical Depth and Architecture
Flow:
gelen → boş çekirdeğe yerleş → biten çıkar → yeni girerBenefit: Throughput and latency drop. Limit: Fair queuing is required, hungry requests get stuck. vLLM is a well-known implementer.
Frequently Mixed Things
It is thought to be speed. Yet the real issue is efficiency: More work is done with the same hardware. Speed is a byproduct.
Use in Different Disciplines
Chef: Cooking without making tables wait.
Bus: A shuttle that doesn't wait until it fills up to depart.
Elevator: Do not pick up passengers between floors.
Questions and answers
Why is it important?
Waiting drops, cost drops. The gap widens on a busy line.
Is it available on every model?
No. It is a feature of advanced engines.
What happens to the delay?
The average drops, and queue fairness is observed.
When is it needed?
When concurrent requests increase. It is not noticeable under low load.
Related terms
Related tools
This explanation was written in plain language for TreScout with AI and machine-translated from the Turkish original · the Turkish version prevails. If something looks wrong or missing, write to hello@trescout.com. Read in Turkish →